(2022) 22:1612 Shier et al BMC Public Health https://doi.org/10.1186/s12889-022-14003-0 Open Access RESEARCH Heterogeneity in grocery shopping patterns among low‑income minority women in public housing Victoria Shier1*, Sydney Miller2 and Ashlesha Datar3 Abstract Background: Public housing residents, who tend to be predominantly female and racial/ethnic minorities, are at a particularly high risk for chronic health conditions Prior studies have suggested that a lack of access to healthy and affordable food may be an important barrier in public housing communities, but evidence is mixed on the association between the neighborhood food environment and dietary quality, suggesting the need to examine food access patterns in low-income, minority communities more deeply The purpose of this study was to examine the variability in grocery shopping patterns, and the factors that predict them, among low-income minority women in public housing Methods: Interviewer-administered surveys and body composition measurements were collected in the Watts Neighborhood Health Study, an ongoing longitudinal cohort study of low-income urban public housing residents located in South Los Angeles Descriptive analyses were conducted to understand the variation in grocery shopping patterns among women Logistic and ordered logistic regression models were estimated to examine the association between resident characteristics and grocery shopping patterns Results: There was considerable variability in grocery shopping patterns, including the types of grocery stores accessed, distance travelled, frequency of shopping, and reasons behind grocery store choice Grocery shopping patterns were associated with several participant characteristics, including race/ethnicity, working status, access to a car, income, and education Hispanic participants were less likely to shop at a supermarket, travel further distances to shop, shop more frequently, and were more likely to prioritize price in their choice of primary grocery store than nonHispanic Black women participants Conclusions: There was considerable variability in grocery shopping patterns, even within this low-income, minority community despite access to the same neighborhood food environment Convenience and quality, in addition to price, were priorities for choice of primary grocery store, and differences by race/ethnicity suggest that initiatives to improve the neighborhood food environment should consider quality of food, cultural factors, and availability of foods desired by the surrounding community, in addition to price and proximity of grocery stores Keywords: Food access, Grocery shopping, Public housing, Low-income women *Correspondence: vshier@usc.edu Price School of Public Policy, Schaeffer Center for Health Policy and Economics, University of Southern California, 635 Downey Way, Los Angeles, CA 90089, USA Full list of author information is available at the end of the article Background Low-income and minority populations are at an increased risk for unhealthy dietary patterns [1–4] and diet-related diseases, including obesity and cardiovascular disease [5–8] Disparities in diet and disease are driven by complex, multilevel factors, including the © The Author(s) 2022 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ The Creative Commons Public Domain Dedication waiver (http://creativeco mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data Shier et al BMC Public Health (2022) 22:1612 economic, social, and built environments in which individuals access and consume food [9] One factor that has been linked with these disparities is the neighborhood food environment Minority and low-income individuals are more likely to live in areas with limited supermarkets and grocery stores [10–12] and predominantly small food outlets that have more expensive and less quality healthy foods [12–14] Although some studies have indicated that decreased access to healthy grocery stores in one’s neighborhood is associated with poor dietary quality, others have not found any link [11, 12, 15–19] This mixed evidence may be due to significant variation in grocery shopping patterns at the individual level, including choice of grocery shopping location For example, previous studies have indicated that many individuals bypass their nearest food outlet [20–23] and shop for food at stores that are beyond the 1-mile radius, which is often used to define their neighborhood food environment [24] Overall, shoppers at lower priced supermarkets are more likely to have lower education, lower income, and be older [21] Within low-income communities, however, little is known about why individuals bypass their nearest food outlets, and why there is such variation in grocery shopping patterns In particular, there is limited evidence on what individual and household characteristics may be associated with these patterns and other factors that may supersede proximity when deciding where to shop for groceries Evidence from qualitative studies indicates that Hispanics travelled further to seek out tiendas or ethnicspecialty foods [25] Additionally, low-income individuals have reported choosing grocery stores based off price [26] For individuals living in low-income communities that are dominated by small, more expensive markets, it may be necessary to travel longer distances to find stores that fit within their budgets [26–30] Consequently, they may also have to shop less frequently and trade out fresh foods for items that will last longer, such as boxed and canned foods [26, 29, 30], further exacerbating the risk for unhealthy diet However, even when new, affordable grocery stores and supermarkets are introduced into lowincome neighborhoods, many individuals still choose to shop at their usual outlet rather than the new store [31– 33], and dietary patterns remain relatively unaltered [34, 35] All this suggests that grocery shopping patterns may be more variable and complex This study adopts a Social-Ecological Framework, which emphasizes that individuals’ dietary behaviors are the result of complex, multilevel influences within one’s social and built environment, that interact reciprocally with individual behavior, demographics, and preferences [9] The present study examines variability in grocery shopping patterns within low-income public housing Page of 11 communities in South Los Angeles Public housing residents, who are predominantly female and racial/ethnic minorities, are at a particularly high risk for chronic health conditions [36–40] Studies have suggested that a lack of access to healthy and affordable food may be an important barrier in public housing communities [27, 28, 41, 42], especially among those who are even further constrained by lack of personal transportation [23, 27] An important feature of public housing communities is their clustered housing, which means all residents are exposed to the same food environments in their neighborhood This creates a valuable opportunity to study variability in grocery shopping patterns, conditional on food environment Specifically, the present study examines grocery shopping patterns including distance travelled to one’s primary grocery store, type of stores visited, and reasons for selecting a primary grocery store among minority women in public housing, and the individual and household characteristics that explain variability in these grocery shopping patterns This is an important contribution because prior research typically treats low-income communities as a homogeneous group and comparisons are primarily made between socioeconomic groups [21, 43] By focusing on variability in grocery shopping patterns within low-income households, our study can inform policies that seek to address the diverse needs of lowincome families, instead of one-size-fits all approaches This study is also important because the community where our study sample is located recently initiated a large-scale redevelopment that will entail changes to the built environment, including addition of a new supermarket Our study will allow us to benchmark grocery shopping patterns in this community prior to the redevelopment, which is the first step for understanding how grocery shopping patterns will change subsequently as a result of the redevelopment Future analyses will examine the effect of the opening of the new supermarket on residents’ shopping patterns and diet Methods Overview of Watts Neighborhood Health Study The Watts Neighborhood Health Study (WNHS) is an ongoing longitudinal cohort study of low-income urban public housing residents located in the predominantly Latinx and Black community of Watts in South Los Angeles The WNHS was designed to evaluate the impact of a large public housing redevelopment on residents’ obesity and related health behaviors The redevelopment, which is occurring in Jordan Downs, involves major changes to the built and social environments in the community, which includes opening of a new supermarket, as well as brand new housing for the original residents The study recruited adult and child residents from Jordan Downs, Shier et al BMC Public Health (2022) 22:1612 and two other public housing communities not undergoing redevelopment (Imperial Courts, Nickerson Gardens) in Watts during 2018–2019 The majority of participants were recruited from Jordan Downs due to study design consideration described elsewhere [44] Participants were recruited through a multi-pronged approach collaborating with resident leaders at each site, including distribution of flyers and letters to homes, promotion at onsite events, and door-to-door visits Data collection occurred at an on-site community space or the participant’s home Participants completed an interviewer-administered survey about obesity-related behaviors and risk factors including dietary intake, physical activity, psychosocial risk factors related to diet and physical activity, health and well-being, home food environment, grocery shopping behaviors, and socio-demographics Participants also completed body composition measurements conducted by trained study staff Additional details on the methods of the overall study are presented in another paper [44] Page of 11 Data used in the present study were collected during wave (baseline) of the Watts Neighborhood Health Study A total of 531 women consented and 507 had complete data for participant characteristics There were 63 men who also participated but were excluded from this analysis due to small sample size to examine gender separately The study also conducted an audit of all businesses and storefronts, including the name, address, and type of business/organization, in Watts in 2018–2019 These data were used to describe the neighborhood food environment in Watts The study was approved by the institutional review board at the University of Southern California shopping the past month, (2) how many other stores their family has visited for major grocery shopping in the past month (in addition to the primary grocery store), and (3) how many times their family has gotten food from a food pantry, food bank, local church or other agency that provides free groceries (community resources) in the past month Lastly, adults were asked: “If you were to choose just one main reason that your family does your major food shopping at this store, which would you choose? Is it the quality of the food, the price, the choice of items, the convenience of the location, the customer service, or the cleanliness?” We created indicator variables for the main reason the family shops at the primary grocery store based on the response to this question We examined the association between grocery shopping patterns and several explanatory variables that have been theoretically or empirically linked with grocery shopping behaviors in previous studies [9, 20–22] We included whether the participant was 60 years old or older, whether household income was at or greater than $10,000, whether the participant’s highest level of education was High School (HS)/secondary school or higher, whether the participant works for pay, whether participant has access to a car, van, or truck when they need one, and whether participant has children younger than 18 years old living in the household As lifestyle indicators and obesity status have been previously linked with shopping behaviors [21], we also included whether the participant was obese (based on anthropometric measurements including height and weight), and whether the participant rates their diet as very good or excellent We also included an indicator for Jordan Downs, the site with the majority of participants and the primary focus of the redevelopment, to control for unobserved confounders that could be correlated with grocery shopping patterns Measures Statistical analysis Adults were asked, “What is the name of the main store [and address] where your family does your major food shopping?” Using this information, we identified each household’s primary grocery store We calculated the driving distance from each public housing site to each participant’s primary grocery store We also classified each primary grocery store into three mutually exclusive categories: 1) Supermarket (chains with ≥ 10 locations; e.g., Food4Less); 2) Supermarket (non-chain with